Pandas Profiling Report

Dataset statistics

Number of variables	43
Number of observations	91713
Missing cells	148756
Missing cells (%)	3.8%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	30.1 MiB
Average record size in memory	344.0 B

Variable types

Numeric	18
Categorical	24
Unsupported	1

Alerts

`bmi` is highly overall correlated with `weight`	High correlation
`height` is highly overall correlated with `gender`	High correlation
`weight` is highly overall correlated with `bmi`	High correlation
`apache_2_diagnosis` is highly overall correlated with `elective_surgery` and 3 other fields	High correlation
`apache_3j_diagnosis` is highly overall correlated with `elective_surgery` and 3 other fields	High correlation
`gcs_motor_apache` is highly overall correlated with `gcs_eyes_apache` and 1 other fields	High correlation
`apache_4a_hospital_death_prob` is highly overall correlated with `apache_4a_icu_death_prob`	High correlation
`apache_4a_icu_death_prob` is highly overall correlated with `apache_4a_hospital_death_prob`	High correlation
`elective_surgery` is highly overall correlated with `apache_2_diagnosis` and 3 other fields	High correlation
`gender` is highly overall correlated with `height`	High correlation
`icu_admit_source` is highly overall correlated with `elective_surgery` and 1 other fields	High correlation
`apache_post_operative` is highly overall correlated with `apache_2_diagnosis` and 3 other fields	High correlation
`gcs_eyes_apache` is highly overall correlated with `gcs_motor_apache` and 1 other fields	High correlation
`gcs_unable_apache` is highly overall correlated with `gcs_motor_apache` and 2 other fields	High correlation
`gcs_verbal_apache` is highly overall correlated with `gcs_unable_apache` and 1 other fields	High correlation
`intubated_apache` is highly overall correlated with `ventilated_apache`	High correlation
`ventilated_apache` is highly overall correlated with `gcs_verbal_apache` and 1 other fields	High correlation
`cirrhosis` is highly overall correlated with `hepatic_failure`	High correlation
`hepatic_failure` is highly overall correlated with `cirrhosis`	High correlation
`apache_3j_bodysystem` is highly overall correlated with `apache_2_diagnosis` and 2 other fields	High correlation
`apache_2_bodysystem` is highly overall correlated with `apache_2_diagnosis` and 2 other fields	High correlation
`ethnicity` is highly imbalanced (55.1%)	Imbalance
`icu_stay_type` is highly imbalanced (77.5%)	Imbalance
`arf_apache` is highly imbalanced (81.6%)	Imbalance
`gcs_unable_apache` is highly imbalanced (92.2%)	Imbalance
`aids` is highly imbalanced (99.0%)	Imbalance
`cirrhosis` is highly imbalanced (88.3%)	Imbalance
`hepatic_failure` is highly imbalanced (90.0%)	Imbalance
`immunosuppression` is highly imbalanced (82.5%)	Imbalance
`leukemia` is highly imbalanced (93.9%)	Imbalance
`lymphoma` is highly imbalanced (96.1%)	Imbalance
`solid_tumor_with_metastasis` is highly imbalanced (85.5%)	Imbalance
`hospital_death` is highly imbalanced (57.6%)	Imbalance
`age` has 4228 (4.6%) missing values	Missing
`bmi` has 3429 (3.7%) missing values	Missing
`ethnicity` has 1395 (1.5%) missing values	Missing
`height` has 1334 (1.5%) missing values	Missing
`weight` has 2720 (3.0%) missing values	Missing
`apache_2_diagnosis` has 1662 (1.8%) missing values	Missing
`apache_3j_diagnosis` has 1101 (1.2%) missing values	Missing
`gcs_eyes_apache` has 1901 (2.1%) missing values	Missing
`gcs_motor_apache` has 1901 (2.1%) missing values	Missing
`gcs_unable_apache` has 1037 (1.1%) missing values	Missing
`gcs_verbal_apache` has 1901 (2.1%) missing values	Missing
`map_apache` has 994 (1.1%) missing values	Missing
`resprate_apache` has 1234 (1.3%) missing values	Missing
`temp_apache` has 4108 (4.5%) missing values	Missing
`apache_4a_hospital_death_prob` has 7947 (8.7%) missing values	Missing
`apache_4a_icu_death_prob` has 7947 (8.7%) missing values	Missing
`apache_3j_bodysystem` has 1662 (1.8%) missing values	Missing
`apache_2_bodysystem` has 1662 (1.8%) missing values	Missing
`Unnamed: 83` has 91713 (100.0%) missing values	Missing
`encounter_id` is uniformly distributed	Uniform
`patient_id` is uniformly distributed	Uniform
`encounter_id` has unique values	Unique
`patient_id` has unique values	Unique
`Unnamed: 83` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`pre_icu_los_days` has 3711 (4.0%) zeros	Zeros
`apache_4a_hospital_death_prob` has 2488 (2.7%) zeros	Zeros
`apache_4a_icu_death_prob` has 9694 (10.6%) zeros	Zeros

Reproduction

Analysis started	2023-08-02 18:14:36.910710
Analysis finished	2023-08-02 18:16:07.185416
Duration	1 minute and 30.27 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

encounter_id
Real number (ℝ)

UNIFORM UNIQUE

Distinct	91713
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	65606.079

Minimum	1
Maximum	131051
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	716.6 KiB

Quantile statistics

Minimum	1
5-th percentile	6569.6
Q1	32852
median	65665
Q3	98342
95-th percentile	124513.8
Maximum	131051
Range	131050
Interquartile range (IQR)	65490

Descriptive statistics

Standard deviation	37795.089
Coefficient of variation (CV)	0.57609125
Kurtosis	-1.1979326
Mean	65606.079
Median Absolute Deviation (MAD)	32748
Skewness	-0.0022577717
Sum	6.0169303 × 10⁹
Variance	1.4284687 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
66154	1	< 0.1%
76188	1	< 0.1%
37789	1	< 0.1%
108084	1	< 0.1%
33405	1	< 0.1%
54864	1	< 0.1%
33807	1	< 0.1%
77443	1	< 0.1%
25417	1	< 0.1%
56426	1	< 0.1%
Other values (91703)	91703	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
6	1	< 0.1%
9	1	< 0.1%
11	1	< 0.1%
12	1	< 0.1%
13	1	< 0.1%
14	1	< 0.1%
15	1	< 0.1%

Value	Count	Frequency (%)
131051	1	< 0.1%
131049	1	< 0.1%
131048	1	< 0.1%
131047	1	< 0.1%
131046	1	< 0.1%
131045	1	< 0.1%
131044	1	< 0.1%
131043	1	< 0.1%
131042	1	< 0.1%
131040	1	< 0.1%

patient_id
Real number (ℝ)

UNIFORM UNIQUE

Distinct	91713
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	65537.131

Minimum	1
Maximum	131051
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	716.6 KiB

Quantile statistics

Minimum	1
5-th percentile	6612.8
Q1	32830
median	65413
Q3	98298
95-th percentile	124489.8
Maximum	131051
Range	131050
Interquartile range (IQR)	65468

Descriptive statistics

Standard deviation	37811.252
Coefficient of variation (CV)	0.57694396
Kurtosis	-1.198444
Mean	65537.131
Median Absolute Deviation (MAD)	32724
Skewness	0.00077708765
Sum	6.0106069 × 10⁹
Variance	1.4296908 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25312	1	< 0.1%
14664	1	< 0.1%
60980	1	< 0.1%
47973	1	< 0.1%
32805	1	< 0.1%
102085	1	< 0.1%
34219	1	< 0.1%
92475	1	< 0.1%
35277	1	< 0.1%
70293	1	< 0.1%
Other values (91703)	91703	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
131051	1	< 0.1%
131049	1	< 0.1%
131048	1	< 0.1%
131047	1	< 0.1%
131045	1	< 0.1%
131044	1	< 0.1%
131043	1	< 0.1%
131041	1	< 0.1%
131040	1	< 0.1%
131035	1	< 0.1%

hospital_id
Real number (ℝ)

Distinct	147
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	105.66926

Minimum	2
Maximum	204
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	716.6 KiB

Quantile statistics

Minimum	2
5-th percentile	14
Q1	47
median	109
Q3	161
95-th percentile	196
Maximum	204
Range	202
Interquartile range (IQR)	114

Descriptive statistics

Standard deviation	62.854406
Coefficient of variation (CV)	0.59482205
Kurtosis	-1.3585667
Mean	105.66926
Median Absolute Deviation (MAD)	59
Skewness	-0.045682845
Sum	9691245
Variance	3950.6764
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
118	4333	4.7%
19	3925	4.3%
188	3095	3.4%
161	2792	3.0%
70	2754	3.0%
196	2730	3.0%
176	2583	2.8%
21	2470	2.7%
194	2258	2.5%
174	2225	2.4%
Other values (137)	62548	68.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1284	1.4%
3	16	< 0.1%
4	7	< 0.1%
5	414	0.5%
6	238	0.3%
8	388	0.4%
9	43	< 0.1%
10	740	0.8%
13	1029	1.1%
14	792	0.9%

Value	Count	Frequency (%)
204	1261	1.4%
202	307	0.3%
200	367	0.4%
199	546	0.6%
198	29	< 0.1%
197	127	0.1%
196	2730	3.0%
195	215	0.2%
194	2258	2.5%
192	516	0.6%

age
Real number (ℝ)

Distinct	74
Distinct (%)	0.1%
Missing	4228
Missing (%)	4.6%
Infinite	0
Infinite (%)	0.0%
Mean	62.309516

Minimum	16
Maximum	89
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	716.6 KiB

Quantile statistics

Minimum	16
5-th percentile	29
Q1	52
median	65
Q3	75
95-th percentile	86
Maximum	89
Range	73
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	16.775119
Coefficient of variation (CV)	0.26922242
Kurtosis	-0.21009006
Mean	62.309516
Median Absolute Deviation (MAD)	11
Skewness	-0.6244742
Sum	5451148
Variance	281.40461
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
67	2271	2.5%
68	2173	2.4%
71	2141	2.3%
72	2110	2.3%
66	2059	2.2%
65	2051	2.2%
70	2032	2.2%
63	1977	2.2%
73	1972	2.2%
64	1956	2.1%
Other values (64)	66743	72.8%
(Missing)	4228	4.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16	44	< 0.1%
17	126	0.1%
18	259	0.3%
19	343	0.4%
20	338	0.4%
21	372	0.4%
22	389	0.4%
23	400	0.4%
24	401	0.4%
25	415	0.5%

Value	Count	Frequency (%)
89	952	1.0%
88	1042	1.1%
87	1204	1.3%
86	1295	1.4%
85	1418	1.5%
84	1560	1.7%
83	1616	1.8%
82	1590	1.7%
81	1661	1.8%
80	1702	1.9%

bmi
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	34888
Distinct (%)	39.5%
Missing	3429
Missing (%)	3.7%
Infinite	0
Infinite (%)	0.0%
Mean	29.185818

Minimum	14.844926
Maximum	67.81499
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	716.6 KiB

Quantile statistics

Minimum	14.844926
5-th percentile	18.855359
Q1	23.641975
median	27.654655
Q3	32.930206
95-th percentile	44.516538
Maximum	67.81499
Range	52.970064
Interquartile range (IQR)	9.2882304

Descriptive statistics

Standard deviation	8.2751422
Coefficient of variation (CV)	0.28353299
Kurtosis	3.4114894
Mean	29.185818
Median Absolute Deviation (MAD)	4.5096967
Skewness	1.440833
Sum	2576640.7
Variance	68.477979
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14.84492591	443	0.5%
67.81498973	422	0.5%
24.01776785	87	0.1%
24.20811	86	0.1%
27.35933163	82	0.1%
22.60610272	79	0.1%
23.29590458	79	0.1%
24.8046875	79	0.1%
25.81229652	77	0.1%
29.049732	76	0.1%
Other values (34878)	86774	94.6%
(Missing)	3429	3.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
14.84492591	443	0.5%
14.84526746	1	< 0.1%
14.86419531	1	< 0.1%
14.86453979	2	< 0.1%
14.86695021	1	< 0.1%
14.86737667	1	< 0.1%
14.87603306	1	< 0.1%
14.8780004	1	< 0.1%
14.87871348	1	< 0.1%
14.88002976	1	< 0.1%

Value	Count	Frequency (%)
67.81498973	422	0.5%
67.81263563	1	< 0.1%
67.7978059	1	< 0.1%
67.78345128	1	< 0.1%
67.77927558	1	< 0.1%
67.74710784	1	< 0.1%
67.72486772	1	< 0.1%
67.71626298	1	< 0.1%
67.71150768	1	< 0.1%
67.5078125	1	< 0.1%

elective_surgery
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	716.6 KiB

0	74862
1	16851

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	91713
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	74862	81.6%
1	16851	18.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	74862	81.6%
1	16851	18.4%

Most occurring characters

Value	Count	Frequency (%)
0	74862	81.6%
1	16851	18.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	91713	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	74862	81.6%
1	16851	18.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	91713	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	74862	81.6%
1	16851	18.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	91713	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	74862	81.6%
1	16851	18.4%

ethnicity
Categorical

IMBALANCE MISSING

Distinct	6
Distinct (%)	< 0.1%
Missing	1395
Missing (%)	1.5%
Memory size	716.6 KiB

Caucasian	70684
African American	9547
Other/Unknown	4374
Hispanic	3796
Asian	1129

Length

Max length	16
Median length	9
Mean length	9.8939636
Min length	5

Characters and Unicode

Total characters	893603
Distinct characters	25
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Caucasian
2nd row	Caucasian
3rd row	Caucasian
4th row	Caucasian
5th row	Caucasian

Common Values

Value	Count	Frequency (%)
Caucasian	70684	77.1%
African American	9547	10.4%
Other/Unknown	4374	4.8%
Hispanic	3796	4.1%
Asian	1129	1.2%
Native American	788	0.9%
(Missing)	1395	1.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
caucasian	70684	70.2%
american	10335	10.3%
african	9547	9.5%
other/unknown	4374	4.3%
hispanic	3796	3.8%
asian	1129	1.1%
native	788	0.8%

Most occurring characters

Value	Count	Frequency (%)
a	237647	26.6%
n	108613	12.2%
i	100075	11.2%
c	94362	10.6%
s	75609	8.5%
C	70684	7.9%
u	70684	7.9%
r	24256	2.7%
A	21011	2.4%
e	15497	1.7%
Other values (15)	75165	8.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	773867	86.6%
Uppercase Letter	105027	11.8%
Space Separator	10335	1.2%
Other Punctuation	4374	0.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	237647	30.7%
n	108613	14.0%
i	100075	12.9%
c	94362	12.2%
s	75609	9.8%
u	70684	9.1%
r	24256	3.1%
e	15497	2.0%
m	10335	1.3%
f	9547	1.2%
Other values (7)	27242	3.5%

Uppercase Letter

Value	Count	Frequency (%)
C	70684	67.3%
A	21011	20.0%
O	4374	4.2%
U	4374	4.2%
H	3796	3.6%
N	788	0.8%

Space Separator

Value	Count	Frequency (%)
	10335	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	4374	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	878894	98.4%
Common	14709	1.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	237647	27.0%
n	108613	12.4%
i	100075	11.4%
c	94362	10.7%
s	75609	8.6%
C	70684	8.0%
u	70684	8.0%
r	24256	2.8%
A	21011	2.4%
e	15497	1.8%
Other values (13)	60456	6.9%

Common

Value	Count	Frequency (%)
	10335	70.3%
/	4374	29.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	893603	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	237647	26.6%
n	108613	12.2%
i	100075	11.2%
c	94362	10.6%
s	75609	8.5%
C	70684	7.9%
u	70684	7.9%
r	24256	2.7%
A	21011	2.4%
e	15497	1.7%
Other values (15)	75165	8.4%

gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	25
Missing (%)	< 0.1%
Memory size	716.6 KiB

M	49469
F	42219

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	91688
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	M
2nd row	F
3rd row	F
4th row	F
5th row	M

Common Values

Value	Count	Frequency (%)
M	49469	53.9%
F	42219	46.0%
(Missing)	25	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
m	49469	54.0%
f	42219	46.0%

Most occurring characters

Value	Count	Frequency (%)
M	49469	54.0%
F	42219	46.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	91688	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
M	49469	54.0%
F	42219	46.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	91688	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
M	49469	54.0%
F	42219	46.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	91688	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
M	49469	54.0%
F	42219	46.0%

height
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	401
Distinct (%)	0.4%
Missing	1334
Missing (%)	1.5%
Infinite	0
Infinite (%)	0.0%
Mean	169.64159

Minimum	137.2
Maximum	195.59
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	716.6 KiB

Quantile statistics

Minimum	137.2
5-th percentile	152.4
Q1	162.5
median	170.1
Q3	177.8
95-th percentile	187.9
Maximum	195.59
Range	58.39
Interquartile range (IQR)	15.3

Descriptive statistics

Standard deviation	10.795378
Coefficient of variation (CV)	0.06363639
Kurtosis	-0.39170146
Mean	169.64159
Median Absolute Deviation (MAD)	7.7
Skewness	-0.10145534
Sum	15332037
Variance	116.54019
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
167.6	5362	5.8%
177.8	5289	5.8%
160	5238	5.7%
172.7	4834	5.3%
165.1	4772	5.2%
170.2	4141	4.5%
162.6	3890	4.2%
182.9	3662	4.0%
180.3	3555	3.9%
175.3	3524	3.8%
Other values (391)	46112	50.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
137.2	453	0.5%
137.5	1	< 0.1%
137.6	1	< 0.1%
138	4	< 0.1%
138.4	1	< 0.1%
139	3	< 0.1%
139.7	58	0.1%
140	12	< 0.1%
140.1	1	< 0.1%
140.8	1	< 0.1%

Value	Count	Frequency (%)
195.59	429	0.5%
195.58	5	< 0.1%
195.5	29	< 0.1%
195.3	1	< 0.1%
195	21	< 0.1%
194.3	4	< 0.1%
194	9	< 0.1%
193.4	3	< 0.1%
193.04	23	< 0.1%
193	625	0.7%

icu_admit_source
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	112
Missing (%)	0.1%
Memory size	716.6 KiB

Accident & Emergency	54060
Operating Room / Recovery	18713
Floor	15611
Other Hospital	2358
Other ICU	859

Length

Max length	25
Median length	20
Mean length	18.207476
Min length	5

Characters and Unicode

Total characters	1667823
Distinct characters	29
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Floor
2nd row	Floor
3rd row	Accident & Emergency
4th row	Operating Room / Recovery
5th row	Accident & Emergency

Common Values

Value	Count	Frequency (%)
Accident & Emergency	54060	58.9%
Operating Room / Recovery	18713	20.4%
Floor	15611	17.0%
Other Hospital	2358	2.6%
Other ICU	859	0.9%
(Missing)	112	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
	72773	28.1%
accident	54060	20.9%
emergency	54060	20.9%
operating	18713	7.2%
room	18713	7.2%
recovery	18713	7.2%
floor	15611	6.0%
other	3217	1.2%
hospital	2358	0.9%
icu	859	0.3%

Most occurring characters

Value	Count	Frequency (%)
e	221536	13.3%
c	180893	10.8%
	167476	10.0%
n	126833	7.6%
r	110314	6.6%
o	89719	5.4%
t	78348	4.7%
i	75131	4.5%
m	72773	4.4%
g	72773	4.4%
Other values (19)	472027	28.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1239552	74.3%
Uppercase Letter	188022	11.3%
Space Separator	167476	10.0%
Other Punctuation	72773	4.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	221536	17.9%
c	180893	14.6%
n	126833	10.2%
r	110314	8.9%
o	89719	7.2%
t	78348	6.3%
i	75131	6.1%
m	72773	5.9%
g	72773	5.9%
y	72773	5.9%
Other values (7)	138459	11.2%

Uppercase Letter

Value	Count	Frequency (%)
A	54060	28.8%
E	54060	28.8%
R	37426	19.9%
O	21930	11.7%
F	15611	8.3%
H	2358	1.3%
I	859	0.5%
C	859	0.5%
U	859	0.5%

Other Punctuation

Value	Count	Frequency (%)
&	54060	74.3%
/	18713	25.7%

Space Separator

Value	Count	Frequency (%)
	167476	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1427574	85.6%
Common	240249	14.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	221536	15.5%
c	180893	12.7%
n	126833	8.9%
r	110314	7.7%
o	89719	6.3%
t	78348	5.5%
i	75131	5.3%
m	72773	5.1%
g	72773	5.1%
y	72773	5.1%
Other values (16)	326481	22.9%

Common

Value	Count	Frequency (%)
	167476	69.7%
&	54060	22.5%
/	18713	7.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1667823	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	221536	13.3%
c	180893	10.8%
	167476	10.0%
n	126833	7.6%
r	110314	6.6%
o	89719	5.4%
t	78348	4.7%
i	75131	4.5%
m	72773	4.4%
g	72773	4.4%
Other values (19)	472027	28.3%

icu_id
Real number (ℝ)

Distinct	241
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	508.35769

Minimum	82
Maximum	927
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	716.6 KiB

Quantile statistics

Minimum	82
5-th percentile	98
Q1	369
median	504
Q3	679
95-th percentile	876
Maximum	927
Range	845
Interquartile range (IQR)	310

Descriptive statistics

Standard deviation	228.98966
Coefficient of variation (CV)	0.45044988
Kurtosis	-0.81918394
Mean	508.35769
Median Absolute Deviation (MAD)	162
Skewness	-0.16393995
Sum	46623009
Variance	52436.265
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
646	1325	1.4%
653	1307	1.4%
876	1284	1.4%
413	1239	1.4%
236	1140	1.2%
337	1097	1.2%
133	1042	1.1%
434	993	1.1%
840	945	1.0%
404	944	1.0%
Other values (231)	80397	87.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
82	150	0.2%
83	187	0.2%
85	272	0.3%
87	234	0.3%
89	142	0.2%
90	580	0.6%
91	323	0.4%
92	881	1.0%
93	313	0.3%
95	820	0.9%

Value	Count	Frequency (%)
927	199	0.2%
926	109	0.1%
925	121	0.1%
922	22	< 0.1%
921	247	0.3%
918	161	0.2%
917	16	< 0.1%
915	77	0.1%
909	17	< 0.1%
908	215	0.2%

icu_stay_type
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	716.6 KiB

admit	86183
transfer	4970
readmit	560

Length

Max length	8
Median length	5
Mean length	5.1747844
Min length	5

Characters and Unicode

Total characters	474595
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	admit
2nd row	admit
3rd row	admit
4th row	admit
5th row	admit

Common Values

Value	Count	Frequency (%)
admit	86183	94.0%
transfer	4970	5.4%
readmit	560	0.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
admit	86183	94.0%
transfer	4970	5.4%
readmit	560	0.6%

Most occurring characters

Value	Count	Frequency (%)
a	91713	19.3%
t	91713	19.3%
d	86743	18.3%
m	86743	18.3%
i	86743	18.3%
r	10500	2.2%
e	5530	1.2%
n	4970	1.0%
s	4970	1.0%
f	4970	1.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	474595	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	91713	19.3%
t	91713	19.3%
d	86743	18.3%
m	86743	18.3%
i	86743	18.3%
r	10500	2.2%
e	5530	1.2%
n	4970	1.0%
s	4970	1.0%
f	4970	1.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	474595	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	91713	19.3%
t	91713	19.3%
d	86743	18.3%
m	86743	18.3%
i	86743	18.3%
r	10500	2.2%
e	5530	1.2%
n	4970	1.0%
s	4970	1.0%
f	4970	1.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	474595	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	91713	19.3%
t	91713	19.3%
d	86743	18.3%
m	86743	18.3%
i	86743	18.3%
r	10500	2.2%
e	5530	1.2%
n	4970	1.0%
s	4970	1.0%
f	4970	1.0%

icu_type
Categorical

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	716.6 KiB

Med-Surg ICU	50586
MICU	7695
Neuro ICU	7675
CCU-CTICU	7156
SICU	5209
Other values (3)	13392

Length

Max length	12
Median length	12
Mean length	9.6795765
Min length	4

Characters and Unicode

Total characters	887743
Distinct characters	18
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	CTICU
2nd row	Med-Surg ICU
3rd row	Med-Surg ICU
4th row	CTICU
5th row	Med-Surg ICU

Common Values

Value	Count	Frequency (%)
Med-Surg ICU	50586	55.2%
MICU	7695	8.4%
Neuro ICU	7675	8.4%
CCU-CTICU	7156	7.8%
SICU	5209	5.7%
Cardiac ICU	4776	5.2%
CSICU	4613	5.0%
CTICU	4003	4.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
icu	63037	40.7%
med-surg	50586	32.7%
micu	7695	5.0%
neuro	7675	5.0%
ccu-cticu	7156	4.6%
sicu	5209	3.4%
cardiac	4776	3.1%
csicu	4613	3.0%
cticu	4003	2.6%

Most occurring characters

Value	Count	Frequency (%)
C	126573	14.3%
U	98869	11.1%
I	91713	10.3%
r	63037	7.1%
	63037	7.1%
S	60408	6.8%
M	58281	6.6%
u	58261	6.6%
e	58261	6.6%
-	57742	6.5%
Other values (8)	151561	17.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	454678	51.2%
Lowercase Letter	312286	35.2%
Space Separator	63037	7.1%
Dash Punctuation	57742	6.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	63037	20.2%
u	58261	18.7%
e	58261	18.7%
d	55362	17.7%
g	50586	16.2%
a	9552	3.1%
o	7675	2.5%
i	4776	1.5%
c	4776	1.5%

Uppercase Letter

Value	Count	Frequency (%)
C	126573	27.8%
U	98869	21.7%
I	91713	20.2%
S	60408	13.3%
M	58281	12.8%
T	11159	2.5%
N	7675	1.7%

Space Separator

Value	Count	Frequency (%)
	63037	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	57742	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	766964	86.4%
Common	120779	13.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
C	126573	16.5%
U	98869	12.9%
I	91713	12.0%
r	63037	8.2%
S	60408	7.9%
M	58281	7.6%
u	58261	7.6%
e	58261	7.6%
d	55362	7.2%
g	50586	6.6%
Other values (6)	45613	5.9%

Common

Value	Count	Frequency (%)
	63037	52.2%
-	57742	47.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	887743	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
C	126573	14.3%
U	98869	11.1%
I	91713	10.3%
r	63037	7.1%
	63037	7.1%
S	60408	6.8%
M	58281	6.6%
u	58261	6.6%
e	58261	6.6%
-	57742	6.5%
Other values (8)	151561	17.1%

pre_icu_los_days
Real number (ℝ)

Distinct	9757
Distinct (%)	10.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.83576605

Minimum	-24.947222
Maximum	159.09097
Zeros	3711
Zeros (%)	4.0%
Negative	778
Negative (%)	0.8%
Memory size	716.6 KiB

Quantile statistics

Minimum	-24.947222
5-th percentile	0.000694444
Q1	0.035416667
median	0.13888889
Q3	0.40902778
95-th percentile	4.3877778
Maximum	159.09097
Range	184.03819
Interquartile range (IQR)	0.37361111

Descriptive statistics

Standard deviation	2.4877562
Coefficient of variation (CV)	2.9766179
Kurtosis	311.73464
Mean	0.83576605
Median Absolute Deviation (MAD)	0.12847222
Skewness	10.988615
Sum	76650.612
Variance	6.1889308
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3711	4.0%
0.000694444	1403	1.5%
0.001388889	1011	1.1%
0.002083333	887	1.0%
0.002777778	811	0.9%
0.003472222	780	0.9%
0.004861111	718	0.8%
0.004166667	704	0.8%
0.00625	651	0.7%
0.005555556	619	0.7%
Other values (9747)	80418	87.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-24.94722222	1	< 0.1%
-13.775	1	< 0.1%
-11.40972222	1	< 0.1%
-10.69375	1	< 0.1%
-6.634722222	1	< 0.1%
-6.153472222	1	< 0.1%
-5.672916667	1	< 0.1%
-5.553472222	1	< 0.1%
-5.227777778	1	< 0.1%
-4.996527778	1	< 0.1%

Value	Count	Frequency (%)
159.0909722	1	< 0.1%
84.36736111	1	< 0.1%
81.80277778	1	< 0.1%
78.7625	1	< 0.1%
73.02291667	1	< 0.1%
67.02361111	1	< 0.1%
64.94861111	1	< 0.1%
63.82708333	1	< 0.1%
63.04444444	1	< 0.1%
62.64791667	1	< 0.1%

weight
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	3409
Distinct (%)	3.8%
Missing	2720
Missing (%)	3.0%
Infinite	0
Infinite (%)	0.0%
Mean	84.02834

Minimum	38.6
Maximum	186
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	716.6 KiB

Quantile statistics

Minimum	38.6
5-th percentile	50.3
Q1	66.8
median	80.3
Q3	97.1
95-th percentile	130
Maximum	186
Range	147.4
Interquartile range (IQR)	30.3

Descriptive statistics

Standard deviation	25.011497
Coefficient of variation (CV)	0.29765549
Kurtosis	1.8416398
Mean	84.02834
Median Absolute Deviation (MAD)	14.9
Skewness	1.0690698
Sum	7477934
Variance	625.57497
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
68	974	1.1%
81.6	887	1.0%
63.5	843	0.9%
90.7	778	0.8%
77.1	738	0.8%
75	562	0.6%
72.6	560	0.6%
59	542	0.6%
80	510	0.6%
83.9	506	0.6%
Other values (3399)	82093	89.5%
(Missing)	2720	3.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
38.6	459	0.5%
38.7	5	< 0.1%
38.8	6	< 0.1%
38.9	4	< 0.1%
39	33	< 0.1%
39.1	5	< 0.1%
39.2	12	< 0.1%
39.23	1	< 0.1%
39.3	9	< 0.1%
39.4	7	< 0.1%

Value	Count	Frequency (%)
186	447	0.5%
185.8	1	< 0.1%
185.6	1	< 0.1%
185.5	4	< 0.1%
185.4	1	< 0.1%
185.3	1	< 0.1%
185.2	2	< 0.1%
185.1	3	< 0.1%
185.06	1	< 0.1%
185	7	< 0.1%

apache_2_diagnosis
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	44
Distinct (%)	< 0.1%
Missing	1662
Missing (%)	1.8%
Infinite	0
Infinite (%)	0.0%
Mean	185.40174

Minimum	101
Maximum	308
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	716.6 KiB

Quantile statistics

Minimum	101
5-th percentile	106
Q1	113
median	122
Q3	301
95-th percentile	307
Maximum	308
Range	207
Interquartile range (IQR)	188

Descriptive statistics

Standard deviation	86.050882
Coefficient of variation (CV)	0.46413201
Kurtosis	-1.5855193
Mean	185.40174
Median Absolute Deviation (MAD)	16
Skewness	0.50741046
Sum	16695612
Variance	7404.7542
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
113	11740	12.8%
301	6807	7.4%
302	6702	7.3%
112	4350	4.7%
308	4114	4.5%
117	3923	4.3%
124	3906	4.3%
122	3768	4.1%
303	3329	3.6%
110	3206	3.5%
Other values (34)	38206	41.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
101	376	0.4%
102	1883	2.1%
103	291	0.3%
104	363	0.4%
105	1037	1.1%
106	2476	2.7%
107	197	0.2%
108	1177	1.3%
109	1071	1.2%
110	3206	3.5%

Value	Count	Frequency (%)
308	4114	4.5%
307	1818	2.0%
306	638	0.7%
305	2275	2.5%
304	3104	3.4%
303	3329	3.6%
302	6702	7.3%
301	6807	7.4%
219	461	0.5%
218	553	0.6%

apache_3j_diagnosis
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	399
Distinct (%)	0.4%
Missing	1101
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%
Mean	558.21638

Minimum	0.01
Maximum	2201.05
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	716.6 KiB

Quantile statistics

Minimum	0.01
5-th percentile	104.01
Q1	203.01
median	409.02
Q3	703.03
95-th percentile	1501.01
Maximum	2201.05
Range	2201.04
Interquartile range (IQR)	500.02

Descriptive statistics

Standard deviation	463.26698
Coefficient of variation (CV)	0.82990576
Kurtosis	0.01756256
Mean	558.21638
Median Absolute Deviation (MAD)	294.01
Skewness	1.0133974
Sum	50581102
Variance	214616.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
501.05	4481	4.9%
107.01	4350	4.7%
106.01	3923	4.3%
403.01	3789	4.1%
703.03	3106	3.4%
104.01	2956	3.2%
502.01	2842	3.1%
1207.01	2763	3.0%
102.01	2239	2.4%
702.01	2064	2.3%
Other values (389)	58099	63.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01	1	< 0.1%
0.02	1	< 0.1%
0.03	1	< 0.1%
0.04	4	< 0.1%
0.06	1	< 0.1%
0.09	2	< 0.1%
0.11	15	< 0.1%
0.13	1	< 0.1%
0.14	5	< 0.1%
0.15	2	< 0.1%

Value	Count	Frequency (%)
2201.05	61	0.1%
2201.04	5	< 0.1%
2201.03	12	< 0.1%
2201.02	10	< 0.1%
2201.01	12	< 0.1%
2101.03	3	< 0.1%
2101.01	6	< 0.1%
1904.01	236	0.3%
1903.03	56	0.1%
1903.02	53	0.1%

apache_post_operative
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	716.6 KiB

0	73269
1	18444

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	91713
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	73269	79.9%
1	18444	20.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	73269	79.9%
1	18444	20.1%

Most occurring characters

Value	Count	Frequency (%)
0	73269	79.9%
1	18444	20.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	91713	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	73269	79.9%
1	18444	20.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	91713	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	73269	79.9%
1	18444	20.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	91713	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	73269	79.9%
1	18444	20.1%

arf_apache
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	715
Missing (%)	0.8%
Memory size	716.6 KiB

0.0	88452
1.0	2546

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	272994
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	88452	96.4%
1.0	2546	2.8%
(Missing)	715	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	88452	97.2%
1.0	2546	2.8%

Most occurring characters

Value	Count	Frequency (%)
0	179450	65.7%
.	90998	33.3%
1	2546	0.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	181996	66.7%
Other Punctuation	90998	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	179450	98.6%
1	2546	1.4%

Other Punctuation

Value	Count	Frequency (%)
.	90998	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	272994	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	179450	65.7%
.	90998	33.3%
1	2546	0.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	272994	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	179450	65.7%
.	90998	33.3%
1	2546	0.9%

gcs_eyes_apache
Categorical

HIGH CORRELATION MISSING

Distinct	4
Distinct (%)	< 0.1%
Missing	1901
Missing (%)	2.1%
Memory size	716.6 KiB

4.0	62995
3.0	13863
1.0	8274
2.0	4680

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	269436
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3.0
2nd row	1.0
3rd row	3.0
4th row	4.0
5th row	4.0

Common Values

Value	Count	Frequency (%)
4.0	62995	68.7%
3.0	13863	15.1%
1.0	8274	9.0%
2.0	4680	5.1%
(Missing)	1901	2.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4.0	62995	70.1%
3.0	13863	15.4%
1.0	8274	9.2%
2.0	4680	5.2%

Most occurring characters

Value	Count	Frequency (%)
.	89812	33.3%
0	89812	33.3%
4	62995	23.4%
3	13863	5.1%
1	8274	3.1%
2	4680	1.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	179624	66.7%
Other Punctuation	89812	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	89812	50.0%
4	62995	35.1%
3	13863	7.7%
1	8274	4.6%
2	4680	2.6%

Other Punctuation

Value	Count	Frequency (%)
.	89812	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	269436	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	89812	33.3%
0	89812	33.3%
4	62995	23.4%
3	13863	5.1%
1	8274	3.1%
2	4680	1.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	269436	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	89812	33.3%
0	89812	33.3%
4	62995	23.4%
3	13863	5.1%
1	8274	3.1%
2	4680	1.7%

gcs_motor_apache
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	6
Distinct (%)	< 0.1%
Missing	1901
Missing (%)	2.1%
Infinite	0
Infinite (%)	0.0%
Mean	5.4711954

Minimum	1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	716.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	6
median	6
Q3	6
95-th percentile	6
Maximum	6
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.2883763
Coefficient of variation (CV)	0.2354835
Kurtosis	6.3222644
Mean	5.4711954
Median Absolute Deviation (MAD)	0
Skewness	-2.7123756
Sum	491379
Variance	1.6599134
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
6	70960	77.4%
5	7982	8.7%
1	5543	6.0%
4	4494	4.9%
3	524	0.6%
2	309	0.3%
(Missing)	1901	2.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	5543	6.0%
2	309	0.3%
3	524	0.6%
4	4494	4.9%
5	7982	8.7%
6	70960	77.4%

Value	Count	Frequency (%)
6	70960	77.4%
5	7982	8.7%
4	4494	4.9%
3	524	0.6%
2	309	0.3%
1	5543	6.0%

gcs_unable_apache
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	1037
Missing (%)	1.1%
Memory size	716.6 KiB

0.0	89812
1.0	864

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	272028
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	89812	97.9%
1.0	864	0.9%
(Missing)	1037	1.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	89812	99.0%
1.0	864	1.0%

Most occurring characters

Value	Count	Frequency (%)
0	180488	66.3%
.	90676	33.3%
1	864	0.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	181352	66.7%
Other Punctuation	90676	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	180488	99.5%
1	864	0.5%

Other Punctuation

Value	Count	Frequency (%)
.	90676	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	272028	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	180488	66.3%
.	90676	33.3%
1	864	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	272028	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	180488	66.3%
.	90676	33.3%
1	864	0.3%

gcs_verbal_apache
Categorical

HIGH CORRELATION MISSING

Distinct	5
Distinct (%)	< 0.1%
Missing	1901
Missing (%)	2.1%
Memory size	716.6 KiB

5.0	56909
1.0	16741
4.0	10947
3.0	3275
2.0	1940

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	269436
Distinct characters	7
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4.0
2nd row	1.0
3rd row	5.0
4th row	5.0
5th row	5.0

Common Values

Value	Count	Frequency (%)
5.0	56909	62.1%
1.0	16741	18.3%
4.0	10947	11.9%
3.0	3275	3.6%
2.0	1940	2.1%
(Missing)	1901	2.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
5.0	56909	63.4%
1.0	16741	18.6%
4.0	10947	12.2%
3.0	3275	3.6%
2.0	1940	2.2%

Most occurring characters

Value	Count	Frequency (%)
.	89812	33.3%
0	89812	33.3%
5	56909	21.1%
1	16741	6.2%
4	10947	4.1%
3	3275	1.2%
2	1940	0.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	179624	66.7%
Other Punctuation	89812	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	89812	50.0%
5	56909	31.7%
1	16741	9.3%
4	10947	6.1%
3	3275	1.8%
2	1940	1.1%

Other Punctuation

Value	Count	Frequency (%)
.	89812	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	269436	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	89812	33.3%
0	89812	33.3%
5	56909	21.1%
1	16741	6.2%
4	10947	4.1%
3	3275	1.2%
2	1940	0.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	269436	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	89812	33.3%
0	89812	33.3%
5	56909	21.1%
1	16741	6.2%
4	10947	4.1%
3	3275	1.2%
2	1940	0.7%

heart_rate_apache
Real number (ℝ)

Distinct	149
Distinct (%)	0.2%
Missing	878
Missing (%)	1.0%
Infinite	0
Infinite (%)	0.0%
Mean	99.707932

Minimum	30
Maximum	178
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	716.6 KiB

Quantile statistics

Minimum	30
5-th percentile	47
Q1	86
median	104
Q3	120
95-th percentile	146
Maximum	178
Range	148
Interquartile range (IQR)	34

Descriptive statistics

Standard deviation	30.870502
Coefficient of variation (CV)	0.30960929
Kurtosis	-0.44843933
Mean	99.707932
Median Absolute Deviation (MAD)	16
Skewness	-0.26730015
Sum	9056970
Variance	952.98791
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	1860	2.0%
108	1806	2.0%
102	1794	2.0%
104	1724	1.9%
98	1716	1.9%
106	1689	1.8%
110	1638	1.8%
96	1634	1.8%
60	1624	1.8%
112	1609	1.8%
Other values (139)	73741	80.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
30	561	0.6%
31	73	0.1%
32	105	0.1%
33	79	0.1%
34	111	0.1%
35	108	0.1%
36	127	0.1%
37	130	0.1%
38	171	0.2%
39	175	0.2%

Value	Count	Frequency (%)
178	462	0.5%
177	33	< 0.1%
176	37	< 0.1%
175	46	0.1%
174	57	0.1%
173	38	< 0.1%
172	56	0.1%
171	35	< 0.1%
170	70	0.1%
169	64	0.1%

intubated_apache
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	715
Missing (%)	0.8%
Memory size	716.6 KiB

0.0	77237
1.0	13761

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	272994
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	1.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	77237	84.2%
1.0	13761	15.0%
(Missing)	715	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	77237	84.9%
1.0	13761	15.1%

Most occurring characters

Value	Count	Frequency (%)
0	168235	61.6%
.	90998	33.3%
1	13761	5.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	181996	66.7%
Other Punctuation	90998	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	168235	92.4%
1	13761	7.6%

Other Punctuation

Value	Count	Frequency (%)
.	90998	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	272994	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	168235	61.6%
.	90998	33.3%
1	13761	5.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	272994	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	168235	61.6%
.	90998	33.3%
1	13761	5.0%

map_apache
Real number (ℝ)

Distinct	161
Distinct (%)	0.2%
Missing	994
Missing (%)	1.1%
Infinite	0
Infinite (%)	0.0%
Mean	88.015873

Minimum	40
Maximum	200
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	716.6 KiB

Quantile statistics

Minimum	40
5-th percentile	42
Q1	54
median	67
Q3	125
95-th percentile	164
Maximum	200
Range	160
Interquartile range (IQR)	71

Descriptive statistics

Standard deviation	42.032412
Coefficient of variation (CV)	0.4775549
Kurtosis	-0.79373791
Mean	88.015873
Median Absolute Deviation (MAD)	21
Skewness	0.69831947
Sum	7984712
Variance	1766.7236
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
56	2122	2.3%
54	2029	2.2%
60	1971	2.1%
58	1955	2.1%
53	1893	2.1%
55	1882	2.1%
52	1877	2.0%
40	1874	2.0%
57	1844	2.0%
51	1814	2.0%
Other values (151)	71458	77.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
40	1874	2.0%
41	1450	1.6%
42	1383	1.5%
43	1358	1.5%
44	1360	1.5%
45	1333	1.5%
46	1435	1.6%
47	1507	1.6%
48	1654	1.8%
49	1579	1.7%

Value	Count	Frequency (%)
200	141	0.2%
199	128	0.1%
198	100	0.1%
197	113	0.1%
196	121	0.1%
195	121	0.1%
194	109	0.1%
193	90	0.1%
192	109	0.1%
191	95	0.1%

resprate_apache
Real number (ℝ)

Distinct	74
Distinct (%)	0.1%
Missing	1234
Missing (%)	1.3%
Infinite	0
Infinite (%)	0.0%
Mean	25.811007

Minimum	4
Maximum	60
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	716.6 KiB

Quantile statistics

Minimum	4
5-th percentile	5
Q1	11
median	28
Q3	36
95-th percentile	53
Maximum	60
Range	56
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	15.106312
Coefficient of variation (CV)	0.5852663
Kurtosis	-0.92766851
Mean	25.811007
Median Absolute Deviation (MAD)	14
Skewness	0.25849416
Sum	2335354.1
Variance	228.20068
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	4303	4.7%
12	4221	4.6%
11	3911	4.3%
4	3528	3.8%
9	3432	3.7%
30	3145	3.4%
28	3074	3.4%
8	2927	3.2%
29	2887	3.1%
31	2725	3.0%
Other values (64)	56326	61.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	3528	3.8%
5	2076	2.3%
5.9	1	< 0.1%
6	2091	2.3%
7	2415	2.6%
7.1	2	< 0.1%
7.2	1	< 0.1%
7.8	1	< 0.1%
8	2927	3.2%
8.4	1	< 0.1%

Value	Count	Frequency (%)
60	937	1.0%
59	666	0.7%
58	516	0.6%
57	509	0.6%
56	494	0.5%
55	511	0.6%
54	512	0.6%
53	524	0.6%
52	569	0.6%
51	554	0.6%

temp_apache
Real number (ℝ)

Distinct	191
Distinct (%)	0.2%
Missing	4108
Missing (%)	4.5%
Infinite	0
Infinite (%)	0.0%
Mean	36.414472

Minimum	32.1
Maximum	39.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	716.6 KiB

Quantile statistics

Minimum	32.1
5-th percentile	35.3
Q1	36.2
median	36.5
Q3	36.7
95-th percentile	37.3
Maximum	39.7
Range	7.6
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.83349642
Coefficient of variation (CV)	0.022889153
Kurtosis	8.9838609
Mean	36.414472
Median Absolute Deviation (MAD)	0.3
Skewness	-0.96629929
Sum	3190089.9
Variance	0.69471627
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36.4	9347	10.2%
36.6	8572	9.3%
36.7	8076	8.8%
36.3	6667	7.3%
36.5	6193	6.8%
36.8	5778	6.3%
36.2	4802	5.2%
36.1	4594	5.0%
36.9	3698	4.0%
36	2807	3.1%
Other values (181)	27071	29.5%
(Missing)	4108	4.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
32.1	516	0.6%
32.16	1	< 0.1%
32.2	62	0.1%
32.22	1	< 0.1%
32.27	1	< 0.1%
32.3	53	0.1%
32.33	1	< 0.1%
32.4	49	0.1%
32.5	56	0.1%
32.6	70	0.1%

Value	Count	Frequency (%)
39.7	370	0.4%
39.66	4	< 0.1%
39.61	5	< 0.1%
39.6	95	0.1%
39.55	9	< 0.1%
39.5	132	0.1%
39.44	9	< 0.1%
39.4	211	0.2%
39.39	1	< 0.1%
39.38	9	< 0.1%

ventilated_apache
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	715
Missing (%)	0.8%
Memory size	716.6 KiB

0.0	61358
1.0	29640

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	272994
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	0.0
4th row	1.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	61358	66.9%
1.0	29640	32.3%
(Missing)	715	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	61358	67.4%
1.0	29640	32.6%

Most occurring characters

Value	Count	Frequency (%)
0	152356	55.8%
.	90998	33.3%
1	29640	10.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	181996	66.7%
Other Punctuation	90998	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	152356	83.7%
1	29640	16.3%

Other Punctuation

Value	Count	Frequency (%)
.	90998	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	272994	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	152356	55.8%
.	90998	33.3%
1	29640	10.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	272994	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	152356	55.8%
.	90998	33.3%
1	29640	10.9%

apache_4a_hospital_death_prob
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	101
Distinct (%)	0.1%
Missing	7947
Missing (%)	8.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.086786883

Minimum	-1
Maximum	0.99
Zeros	2488
Zeros (%)	2.7%
Negative	2371
Negative (%)	2.6%
Memory size	716.6 KiB

Quantile statistics

Minimum	-1
5-th percentile	0
Q1	0.02
median	0.05
Q3	0.13
95-th percentile	0.5
Maximum	0.99
Range	1.99
Interquartile range (IQR)	0.11

Descriptive statistics

Standard deviation	0.24756854
Coefficient of variation (CV)	2.8526032
Kurtosis	9.8256703
Mean	0.086786883
Median Absolute Deviation (MAD)	0.04
Skewness	-1.4840473
Sum	7269.79
Variance	0.06129018
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01	11023	12.0%
0.02	9970	10.9%
0.03	7504	8.2%
0.04	5996	6.5%
0.05	4869	5.3%
0.06	3849	4.2%
0.07	3259	3.6%
0.08	2787	3.0%
0	2488	2.7%
0.09	2396	2.6%
Other values (91)	29625	32.3%
(Missing)	7947	8.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	2371	2.6%
0	2488	2.7%
0.01	11023	12.0%
0.02	9970	10.9%
0.03	7504	8.2%
0.04	5996	6.5%
0.05	4869	5.3%
0.06	3849	4.2%
0.07	3259	3.6%
0.08	2787	3.0%

Value	Count	Frequency (%)
0.99	1	< 0.1%
0.98	5	< 0.1%
0.97	11	< 0.1%
0.96	21	< 0.1%
0.95	22	< 0.1%
0.94	38	< 0.1%
0.93	36	< 0.1%
0.92	49	0.1%
0.91	44	< 0.1%
0.9	49	0.1%

apache_4a_icu_death_prob
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	99
Distinct (%)	0.1%
Missing	7947
Missing (%)	8.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.043954827

Minimum	-1
Maximum	0.97
Zeros	9694
Zeros (%)	10.6%
Negative	2230
Negative (%)	2.4%
Memory size	716.6 KiB

Quantile statistics

Minimum	-1
5-th percentile	0
Q1	0.01
median	0.02
Q3	0.06
95-th percentile	0.35
Maximum	0.97
Range	1.97
Interquartile range (IQR)	0.05

Descriptive statistics

Standard deviation	0.21734138
Coefficient of variation (CV)	4.9446533
Kurtosis	13.830907
Mean	0.043954827
Median Absolute Deviation (MAD)	0.02
Skewness	-2.0288356
Sum	3681.92
Variance	0.047237274
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01	21087	23.0%
0.02	11733	12.8%
0	9694	10.6%
0.03	7253	7.9%
0.04	5068	5.5%
0.05	3680	4.0%
0.06	2758	3.0%
-1	2230	2.4%
0.07	2154	2.3%
0.08	1760	1.9%
Other values (89)	16349	17.8%
(Missing)	7947	8.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	2230	2.4%
0	9694	10.6%
0.01	21087	23.0%
0.02	11733	12.8%
0.03	7253	7.9%
0.04	5068	5.5%
0.05	3680	4.0%
0.06	2758	3.0%
0.07	2154	2.3%
0.08	1760	1.9%

Value	Count	Frequency (%)
0.97	4	< 0.1%
0.96	3	< 0.1%
0.95	6	< 0.1%
0.94	11	< 0.1%
0.93	16	< 0.1%
0.92	12	< 0.1%
0.91	19	< 0.1%
0.9	25	< 0.1%
0.89	23	< 0.1%
0.88	21	< 0.1%

aids
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	715
Missing (%)	0.8%
Memory size	716.6 KiB

0.0	90920
1.0	78

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	272994
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	90920	99.1%
1.0	78	0.1%
(Missing)	715	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	90920	99.9%
1.0	78	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	181918	66.6%
.	90998	33.3%
1	78	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	181996	66.7%
Other Punctuation	90998	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	181918	> 99.9%
1	78	< 0.1%

Other Punctuation

Value	Count	Frequency (%)
.	90998	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	272994	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	181918	66.6%
.	90998	33.3%
1	78	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	272994	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	181918	66.6%
.	90998	33.3%
1	78	< 0.1%

cirrhosis
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	715
Missing (%)	0.8%
Memory size	716.6 KiB

0.0	89570
1.0	1428

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	272994
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	89570	97.7%
1.0	1428	1.6%
(Missing)	715	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	89570	98.4%
1.0	1428	1.6%

Most occurring characters

Value	Count	Frequency (%)
0	180568	66.1%
.	90998	33.3%
1	1428	0.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	181996	66.7%
Other Punctuation	90998	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	180568	99.2%
1	1428	0.8%

Other Punctuation

Value	Count	Frequency (%)
.	90998	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	272994	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	180568	66.1%
.	90998	33.3%
1	1428	0.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	272994	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	180568	66.1%
.	90998	33.3%
1	1428	0.5%

diabetes_mellitus
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	715
Missing (%)	0.8%
Memory size	716.6 KiB

0.0	70506
1.0	20492

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	272994
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	70506	76.9%
1.0	20492	22.3%
(Missing)	715	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	70506	77.5%
1.0	20492	22.5%

Most occurring characters

Value	Count	Frequency (%)
0	161504	59.2%
.	90998	33.3%
1	20492	7.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	181996	66.7%
Other Punctuation	90998	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	161504	88.7%
1	20492	11.3%

Other Punctuation

Value	Count	Frequency (%)
.	90998	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	272994	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	161504	59.2%
.	90998	33.3%
1	20492	7.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	272994	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	161504	59.2%
.	90998	33.3%
1	20492	7.5%

hepatic_failure
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	715
Missing (%)	0.8%
Memory size	716.6 KiB

0.0	89816
1.0	1182

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	272994
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	89816	97.9%
1.0	1182	1.3%
(Missing)	715	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	89816	98.7%
1.0	1182	1.3%

Most occurring characters

Value	Count	Frequency (%)
0	180814	66.2%
.	90998	33.3%
1	1182	0.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	181996	66.7%
Other Punctuation	90998	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	180814	99.4%
1	1182	0.6%

Other Punctuation

Value	Count	Frequency (%)
.	90998	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	272994	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	180814	66.2%
.	90998	33.3%
1	1182	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	272994	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	180814	66.2%
.	90998	33.3%
1	1182	0.4%

immunosuppression
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	715
Missing (%)	0.8%
Memory size	716.6 KiB

0.0	88617
1.0	2381

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	272994
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	88617	96.6%
1.0	2381	2.6%
(Missing)	715	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	88617	97.4%
1.0	2381	2.6%

Most occurring characters

Value	Count	Frequency (%)
0	179615	65.8%
.	90998	33.3%
1	2381	0.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	181996	66.7%
Other Punctuation	90998	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	179615	98.7%
1	2381	1.3%

Other Punctuation

Value	Count	Frequency (%)
.	90998	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	272994	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	179615	65.8%
.	90998	33.3%
1	2381	0.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	272994	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	179615	65.8%
.	90998	33.3%
1	2381	0.9%

leukemia
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	715
Missing (%)	0.8%
Memory size	716.6 KiB

0.0	90355
1.0	643

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	272994
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	90355	98.5%
1.0	643	0.7%
(Missing)	715	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	90355	99.3%
1.0	643	0.7%

Most occurring characters

Value	Count	Frequency (%)
0	181353	66.4%
.	90998	33.3%
1	643	0.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	181996	66.7%
Other Punctuation	90998	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	181353	99.6%
1	643	0.4%

Other Punctuation

Value	Count	Frequency (%)
.	90998	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	272994	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	181353	66.4%
.	90998	33.3%
1	643	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	272994	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	181353	66.4%
.	90998	33.3%
1	643	0.2%

lymphoma
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	715
Missing (%)	0.8%
Memory size	716.6 KiB

0.0	90622
1.0	376

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	272994
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	90622	98.8%
1.0	376	0.4%
(Missing)	715	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	90622	99.6%
1.0	376	0.4%

Most occurring characters

Value	Count	Frequency (%)
0	181620	66.5%
.	90998	33.3%
1	376	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	181996	66.7%
Other Punctuation	90998	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	181620	99.8%
1	376	0.2%

Other Punctuation

Value	Count	Frequency (%)
.	90998	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	272994	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	181620	66.5%
.	90998	33.3%
1	376	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	272994	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	181620	66.5%
.	90998	33.3%
1	376	0.1%

solid_tumor_with_metastasis
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	715
Missing (%)	0.8%
Memory size	716.6 KiB

0.0	89120
1.0	1878

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	272994
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	89120	97.2%
1.0	1878	2.0%
(Missing)	715	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	89120	97.9%
1.0	1878	2.1%

Most occurring characters

Value	Count	Frequency (%)
0	180118	66.0%
.	90998	33.3%
1	1878	0.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	181996	66.7%
Other Punctuation	90998	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	180118	99.0%
1	1878	1.0%

Other Punctuation

Value	Count	Frequency (%)
.	90998	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	272994	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	180118	66.0%
.	90998	33.3%
1	1878	0.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	272994	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	180118	66.0%
.	90998	33.3%
1	1878	0.7%

apache_3j_bodysystem
Categorical

HIGH CORRELATION MISSING

Distinct	11
Distinct (%)	< 0.1%
Missing	1662
Missing (%)	1.8%
Memory size	716.6 KiB

Cardiovascular	29999
Neurological	11896
Sepsis	11740
Respiratory	11609
Gastrointestinal	9026
Other values (6)	15781

Length

Max length	20
Median length	16
Mean length	11.783478
Min length	6

Characters and Unicode

Total characters	1061114
Distinct characters	28
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Sepsis
2nd row	Respiratory
3rd row	Metabolic
4th row	Cardiovascular
5th row	Trauma

Common Values

Value	Count	Frequency (%)
Cardiovascular	29999	32.7%
Neurological	11896	13.0%
Sepsis	11740	12.8%
Respiratory	11609	12.7%
Gastrointestinal	9026	9.8%
Metabolic	7650	8.3%
Trauma	3842	4.2%
Genitourinary	2172	2.4%
Musculoskeletal/Skin	1166	1.3%
Hematological	638	0.7%
(Missing)	1662	1.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
cardiovascular	29999	33.3%
neurological	11896	13.2%
sepsis	11740	13.0%
respiratory	11609	12.9%
gastrointestinal	9026	10.0%
metabolic	7650	8.5%
trauma	3842	4.3%
genitourinary	2172	2.4%
musculoskeletal/skin	1166	1.3%
hematological	638	0.7%

Most occurring characters

Value	Count	Frequency (%)
a	151815	14.3%
r	112324	10.6%
i	97407	9.2%
o	87316	8.2%
s	85472	8.1%
l	75867	7.1%
e	57376	5.4%
c	51975	4.9%
t	50313	4.7%
u	50241	4.7%
Other values (18)	241008	22.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	968731	91.3%
Uppercase Letter	91217	8.6%
Other Punctuation	1166	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	151815	15.7%
r	112324	11.6%
i	97407	10.1%
o	87316	9.0%
s	85472	8.8%
l	75867	7.8%
e	57376	5.9%
c	51975	5.4%
t	50313	5.2%
u	50241	5.2%
Other values (9)	148625	15.3%

Uppercase Letter

Value	Count	Frequency (%)
C	29999	32.9%
S	12906	14.1%
N	11896	13.0%
R	11609	12.7%
G	11511	12.6%
M	8816	9.7%
T	3842	4.2%
H	638	0.7%

Other Punctuation

Value	Count	Frequency (%)
/	1166	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1059948	99.9%
Common	1166	0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	151815	14.3%
r	112324	10.6%
i	97407	9.2%
o	87316	8.2%
s	85472	8.1%
l	75867	7.2%
e	57376	5.4%
c	51975	4.9%
t	50313	4.7%
u	50241	4.7%
Other values (17)	239842	22.6%

Common

Value	Count	Frequency (%)
/	1166	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1061114	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	151815	14.3%
r	112324	10.6%
i	97407	9.2%
o	87316	8.2%
s	85472	8.1%
l	75867	7.1%
e	57376	5.4%
c	51975	4.9%
t	50313	4.7%
u	50241	4.7%
Other values (18)	241008	22.7%

apache_2_bodysystem
Categorical

HIGH CORRELATION MISSING

Distinct	10
Distinct (%)	< 0.1%
Missing	1662
Missing (%)	1.8%
Memory size	716.6 KiB

Cardiovascular	38816
Neurologic	11896
Respiratory	11609
Gastrointestinal	9026
Metabolic	7650
Other values (5)	11054

Length

Max length	19
Median length	16
Mean length	12.870074
Min length	6

Characters and Unicode

Total characters	1158963
Distinct characters	30
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Cardiovascular
2nd row	Respiratory
3rd row	Metabolic
4th row	Cardiovascular
5th row	Trauma

Common Values

Value	Count	Frequency (%)
Cardiovascular	38816	42.3%
Neurologic	11896	13.0%
Respiratory	11609	12.7%
Gastrointestinal	9026	9.8%
Metabolic	7650	8.3%
Trauma	3842	4.2%
Undefined diagnoses	3768	4.1%
Renal/Genitourinary	2460	2.7%
Haematologic	638	0.7%
Undefined Diagnoses	346	0.4%
(Missing)	1662	1.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
cardiovascular	38816	41.2%
neurologic	11896	12.6%
respiratory	11609	12.3%
gastrointestinal	9026	9.6%
metabolic	7650	8.1%
undefined	4114	4.4%
diagnoses	4114	4.4%
trauma	3842	4.1%
renal/genitourinary	2460	2.6%
haematologic	638	0.7%

Most occurring characters

Value	Count	Frequency (%)
a	171753	14.8%
r	130534	11.3%
i	101809	8.8%
o	98743	8.5%
s	76705	6.6%
l	70486	6.1%
c	59000	5.1%
e	58081	5.0%
u	57014	4.9%
d	50812	4.4%
Other values (20)	284026	24.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1059532	91.4%
Uppercase Letter	92857	8.0%
Space Separator	4114	0.4%
Other Punctuation	2460	0.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	171753	16.2%
r	130534	12.3%
i	101809	9.6%
o	98743	9.3%
s	76705	7.2%
l	70486	6.7%
c	59000	5.6%
e	58081	5.5%
u	57014	5.4%
d	50812	4.8%
Other values (9)	184595	17.4%

Uppercase Letter

Value	Count	Frequency (%)
C	38816	41.8%
R	14069	15.2%
N	11896	12.8%
G	11486	12.4%
M	7650	8.2%
U	4114	4.4%
T	3842	4.1%
H	638	0.7%
D	346	0.4%

Space Separator

Value	Count	Frequency (%)
	4114	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	2460	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1152389	99.4%
Common	6574	0.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	171753	14.9%
r	130534	11.3%
i	101809	8.8%
o	98743	8.6%
s	76705	6.7%
l	70486	6.1%
c	59000	5.1%
e	58081	5.0%
u	57014	4.9%
d	50812	4.4%
Other values (18)	277452	24.1%

Common

Value	Count	Frequency (%)
	4114	62.6%
/	2460	37.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1158963	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	171753	14.8%
r	130534	11.3%
i	101809	8.8%
o	98743	8.5%
s	76705	6.6%
l	70486	6.1%
c	59000	5.1%
e	58081	5.0%
u	57014	4.9%
d	50812	4.4%
Other values (20)	284026	24.5%

Unnamed: 83
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	91713
Missing (%)	100.0%
Memory size	716.6 KiB

hospital_death
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	716.6 KiB

0	83798
1	7915

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	91713
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	83798	91.4%
1	7915	8.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	83798	91.4%
1	7915	8.6%

Most occurring characters

Value	Count	Frequency (%)
0	83798	91.4%
1	7915	8.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	91713	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	83798	91.4%
1	7915	8.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	91713	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	83798	91.4%
1	7915	8.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	91713	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	83798	91.4%
1	7915	8.6%

Auto

Heatmap
Table

	encounter_id	patient_id	hospital_id	age	bmi	height	icu_id	pre_icu_los_days	weight	apache_2_diagnosis	apache_3j_diagnosis	gcs_motor_apache	heart_rate_apache	map_apache	resprate_apache	temp_apache	apache_4a_hospital_death_prob	apache_4a_icu_death_prob	elective_surgery	ethnicity	gender	icu_admit_source	icu_stay_type	icu_type	apache_post_operative	arf_apache	gcs_eyes_apache	gcs_unable_apache	gcs_verbal_apache	intubated_apache	ventilated_apache	aids	cirrhosis	diabetes_mellitus	hepatic_failure	immunosuppression	leukemia	lymphoma	solid_tumor_with_metastasis	apache_3j_bodysystem	apache_2_bodysystem	hospital_death
encounter_id	1.000	-0.010	-0.004	-0.004	-0.002	-0.006	-0.001	-0.000	-0.006	0.001	-0.000	0.008	-0.003	0.002	0.005	0.008	-0.005	-0.006	0.008	0.000	0.000	0.003	0.007	0.000	0.007	0.006	0.000	0.009	0.000	0.000	0.000	0.000	0.007	0.010	0.000	0.004	0.000	0.007	0.011	0.000	0.000	0.000
patient_id	-0.010	1.000	-0.007	0.007	0.001	0.003	-0.002	-0.002	0.002	0.001	0.005	-0.001	0.004	-0.003	0.000	0.001	0.004	0.004	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.009	0.000	0.000	0.004	0.000	0.003	0.009	0.004	0.013	0.000	0.000	0.007	0.009	0.005	0.003	0.002	0.009
hospital_id	-0.004	-0.007	1.000	-0.010	0.021	0.029	0.012	0.009	0.032	0.008	0.021	-0.004	-0.009	-0.004	-0.029	-0.045	-0.026	-0.014	0.083	0.122	0.024	0.060	0.145	0.199	0.077	0.035	0.067	0.084	0.082	0.120	0.087	0.006	0.030	0.054	0.029	0.038	0.010	0.006	0.012	0.065	0.060	0.039
age	-0.004	0.007	-0.010	1.000	-0.102	-0.124	-0.023	0.080	-0.150	-0.039	-0.094	0.007	-0.142	-0.070	0.042	-0.119	0.379	0.298	0.109	0.075	0.070	0.064	0.006	0.042	0.098	0.039	0.021	0.006	0.067	0.049	0.067	0.034	0.073	0.118	0.056	0.053	0.029	0.025	0.053	0.122	0.121	0.113
bmi	-0.002	0.001	0.021	-0.102	1.000	-0.008	0.006	-0.005	0.877	0.012	-0.033	0.040	-0.050	0.054	-0.016	0.037	-0.074	-0.058	0.063	0.039	0.122	0.033	0.010	0.027	0.059	0.000	0.017	0.008	0.047	0.040	0.077	0.026	0.000	0.179	0.000	0.035	0.012	0.011	0.046	0.056	0.049	0.057
height	-0.006	0.003	0.029	-0.124	-0.008	1.000	0.021	-0.023	0.430	0.018	0.014	-0.003	-0.026	0.049	-0.057	0.012	-0.085	-0.066	0.024	0.063	0.721	0.017	0.000	0.022	0.026	0.012	0.020	0.000	0.022	0.023	0.018	0.007	0.010	0.006	0.009	0.000	0.004	0.005	0.004	0.031	0.027	0.022
icu_id	-0.001	-0.002	0.012	-0.023	0.006	0.021	1.000	0.051	0.015	-0.028	-0.024	-0.012	0.018	-0.004	0.011	0.007	0.019	0.013	0.107	0.246	0.020	0.084	0.250	0.267	0.108	0.049	0.087	0.135	0.108	0.103	0.109	0.011	0.054	0.068	0.045	0.056	0.009	0.020	0.027	0.059	0.055	0.051
pre_icu_los_days	-0.000	-0.002	0.009	0.080	-0.005	-0.023	0.051	1.000	-0.016	0.137	0.166	0.019	0.033	-0.050	-0.014	0.008	0.056	0.024	0.024	0.010	0.000	0.064	0.041	0.014	0.019	0.040	0.015	0.000	0.014	0.019	0.030	0.028	0.016	0.006	0.015	0.031	0.044	0.009	0.018	0.024	0.020	0.044
weight	-0.006	0.002	0.032	-0.150	0.877	0.430	0.015	-0.016	1.000	0.018	-0.022	0.033	-0.055	0.070	-0.039	0.039	-0.104	-0.082	0.062	0.055	0.310	0.034	0.008	0.028	0.061	0.010	0.017	0.005	0.049	0.045	0.075	0.017	0.002	0.161	0.005	0.028	0.015	0.008	0.040	0.049	0.043	0.054
apache_2_diagnosis	0.001	0.001	0.008	-0.039	0.012	0.018	-0.028	0.137	0.018	1.000	0.494	0.045	-0.092	0.025	-0.131	-0.025	-0.200	-0.230	0.712	0.030	0.038	0.370	0.040	0.203	0.771	0.037	0.050	0.027	0.056	0.132	0.165	0.010	0.060	0.051	0.074	0.049	0.024	0.017	0.070	0.528	0.523	0.146
apache_3j_diagnosis	-0.000	0.005	0.021	-0.094	-0.033	0.014	-0.024	0.166	-0.022	0.494	1.000	-0.015	0.027	-0.039	-0.107	-0.002	-0.214	-0.191	0.900	0.038	0.092	0.460	0.058	0.226	0.988	0.046	0.080	0.029	0.111	0.213	0.240	0.017	0.089	0.081	0.099	0.071	0.031	0.025	0.059	0.731	0.624	0.140
gcs_motor_apache	0.008	-0.001	-0.004	0.007	0.040	-0.003	-0.012	0.019	0.033	0.045	-0.015	1.000	-0.114	0.036	-0.016	0.088	-0.456	-0.488	0.067	0.019	0.018	0.038	0.038	0.053	0.060	0.000	0.570	1.000	0.418	0.377	0.462	0.000	0.022	0.026	0.019	0.019	0.001	0.000	0.013	0.086	0.068	0.284
heart_rate_apache	-0.003	0.004	-0.009	-0.142	-0.050	-0.026	0.018	0.033	-0.055	-0.092	0.027	-0.114	1.000	0.001	0.200	0.096	0.189	0.214	0.124	0.016	0.042	0.065	0.032	0.049	0.109	0.033	0.072	0.028	0.070	0.091	0.128	0.010	0.014	0.052	0.010	0.056	0.022	0.018	0.042	0.085	0.061	0.166
map_apache	0.002	-0.003	-0.004	-0.070	0.054	0.049	-0.004	-0.050	0.070	0.025	-0.039	0.036	0.001	1.000	0.092	0.033	-0.139	-0.157	0.097	0.044	0.063	0.058	0.034	0.042	0.105	0.052	0.086	0.027	0.090	0.173	0.194	0.000	0.037	0.031	0.047	0.015	0.018	0.012	0.011	0.073	0.065	0.153
resprate_apache	0.005	0.000	-0.029	0.042	-0.016	-0.057	0.011	-0.014	-0.039	-0.131	-0.107	-0.016	0.200	0.092	1.000	0.035	0.155	0.152	0.159	0.032	0.062	0.086	0.027	0.056	0.161	0.024	0.031	0.021	0.043	0.061	0.084	0.010	0.011	0.023	0.007	0.039	0.021	0.012	0.019	0.069	0.057	0.101
temp_apache	0.008	0.001	-0.045	-0.119	0.037	0.012	0.007	0.008	0.039	-0.025	-0.002	0.088	0.096	0.033	0.035	1.000	-0.122	-0.129	0.112	0.023	0.019	0.062	0.031	0.043	0.118	0.027	0.174	0.085	0.129	0.216	0.244	0.014	0.032	0.002	0.037	0.012	0.017	0.007	0.015	0.061	0.048	0.241
apache_4a_hospital_death_prob	-0.005	0.004	-0.026	0.379	-0.074	-0.085	0.019	0.056	-0.104	-0.200	-0.214	-0.456	0.189	-0.139	0.155	-0.122	1.000	0.943	0.149	0.015	0.018	0.206	0.208	0.045	0.131	0.032	0.355	0.085	0.285	0.389	0.424	0.012	0.053	0.015	0.042	0.048	0.057	0.028	0.068	0.109	0.085	0.455
apache_4a_icu_death_prob	-0.006	0.004	-0.014	0.298	-0.058	-0.066	0.013	0.024	-0.082	-0.230	-0.191	-0.488	0.214	-0.157	0.152	-0.129	0.943	1.000	0.124	0.012	0.000	0.197	0.032	0.036	0.110	0.026	0.353	0.088	0.266	0.404	0.407	0.013	0.045	0.017	0.039	0.026	0.039	0.010	0.035	0.083	0.069	0.437
elective_surgery	0.008	0.000	0.083	0.109	0.063	0.024	0.107	0.024	0.062	0.712	0.900	0.067	0.124	0.097	0.159	0.112	0.149	0.124	1.000	0.048	0.030	0.872	0.064	0.338	0.908	0.027	0.041	0.012	0.113	0.161	0.146	0.005	0.031	0.000	0.034	0.014	0.017	0.007	0.015	0.336	0.444	0.093
ethnicity	0.000	0.000	0.122	0.075	0.039	0.063	0.246	0.010	0.055	0.030	0.038	0.019	0.016	0.044	0.032	0.023	0.015	0.012	0.048	1.000	0.030	0.027	0.039	0.065	0.046	0.112	0.026	0.051	0.020	0.032	0.024	0.024	0.056	0.052	0.051	0.009	0.004	0.012	0.015	0.034	0.033	0.012
gender	0.000	0.000	0.024	0.070	0.122	0.721	0.020	0.000	0.310	0.038	0.092	0.018	0.042	0.063	0.062	0.019	0.018	0.000	0.030	0.030	1.000	0.034	0.013	0.065	0.033	0.009	0.029	0.007	0.026	0.032	0.022	0.013	0.021	0.011	0.018	0.000	0.012	0.001	0.006	0.112	0.096	0.006
icu_admit_source	0.003	0.000	0.060	0.064	0.033	0.017	0.084	0.064	0.034	0.370	0.460	0.038	0.065	0.058	0.086	0.062	0.206	0.197	0.872	0.027	0.034	1.000	0.177	0.175	0.915	0.039	0.039	0.024	0.069	0.179	0.176	0.010	0.036	0.023	0.039	0.033	0.035	0.016	0.034	0.193	0.235	0.111
icu_stay_type	0.007	0.000	0.145	0.006	0.010	0.000	0.250	0.041	0.008	0.040	0.058	0.038	0.032	0.034	0.027	0.031	0.208	0.032	0.064	0.039	0.013	0.177	1.000	0.076	0.063	0.016	0.045	0.021	0.044	0.016	0.037	0.008	0.005	0.013	0.004	0.006	0.004	0.004	0.000	0.055	0.027	0.016
icu_type	0.000	0.000	0.199	0.042	0.027	0.022	0.267	0.014	0.028	0.203	0.226	0.053	0.049	0.042	0.056	0.043	0.045	0.036	0.338	0.065	0.065	0.175	0.076	1.000	0.338	0.033	0.071	0.040	0.073	0.121	0.115	0.005	0.033	0.052	0.036	0.025	0.011	0.009	0.022	0.244	0.230	0.051
apache_post_operative	0.007	0.000	0.077	0.098	0.059	0.026	0.108	0.019	0.061	0.771	0.988	0.060	0.109	0.105	0.161	0.118	0.131	0.110	0.908	0.046	0.033	0.915	0.063	0.338	1.000	0.028	0.044	0.026	0.123	0.185	0.178	0.007	0.032	0.004	0.034	0.014	0.013	0.007	0.012	0.363	0.466	0.084
arf_apache	0.006	0.009	0.035	0.039	0.000	0.012	0.049	0.040	0.010	0.037	0.046	0.000	0.033	0.052	0.024	0.027	0.032	0.026	0.027	0.112	0.009	0.039	0.016	0.033	0.028	1.000	0.008	0.004	0.012	0.000	0.000	0.009	0.021	0.108	0.013	0.000	0.011	0.000	0.007	0.060	0.060	0.027
gcs_eyes_apache	0.000	0.000	0.067	0.021	0.017	0.020	0.087	0.015	0.017	0.050	0.080	0.570	0.072	0.086	0.031	0.174	0.355	0.353	0.041	0.026	0.029	0.039	0.045	0.071	0.044	0.008	1.000	1.000	0.495	0.396	0.489	0.008	0.021	0.024	0.015	0.018	0.000	0.007	0.014	0.112	0.099	0.269
gcs_unable_apache	0.009	0.000	0.084	0.006	0.008	0.000	0.135	0.000	0.005	0.027	0.029	1.000	0.028	0.027	0.021	0.085	0.085	0.088	0.012	0.051	0.007	0.024	0.021	0.040	0.026	0.004	1.000	1.000	1.000	0.118	0.129	0.000	0.000	0.013	0.000	0.008	0.001	0.002	0.009	0.020	0.025	0.051
gcs_verbal_apache	0.000	0.004	0.082	0.067	0.047	0.022	0.108	0.014	0.049	0.056	0.111	0.418	0.070	0.090	0.043	0.129	0.285	0.266	0.113	0.020	0.026	0.069	0.044	0.073	0.123	0.012	0.495	1.000	1.000	0.476	0.588	0.001	0.022	0.018	0.015	0.024	0.008	0.006	0.018	0.122	0.105	0.242
intubated_apache	0.000	0.000	0.120	0.049	0.040	0.023	0.103	0.019	0.045	0.132	0.213	0.377	0.091	0.173	0.061	0.216	0.389	0.404	0.161	0.032	0.032	0.179	0.016	0.121	0.185	0.000	0.396	0.118	0.476	1.000	0.607	0.005	0.004	0.000	0.000	0.007	0.000	0.002	0.011	0.110	0.208	0.173
ventilated_apache	0.000	0.003	0.087	0.067	0.077	0.018	0.109	0.030	0.075	0.165	0.240	0.462	0.128	0.194	0.084	0.244	0.424	0.407	0.146	0.024	0.022	0.176	0.037	0.115	0.178	0.000	0.489	0.129	0.588	0.607	1.000	0.004	0.000	0.010	0.004	0.000	0.000	0.000	0.016	0.217	0.295	0.229
aids	0.000	0.009	0.006	0.034	0.026	0.007	0.011	0.028	0.017	0.010	0.017	0.000	0.010	0.000	0.010	0.014	0.012	0.013	0.005	0.024	0.013	0.010	0.008	0.005	0.007	0.009	0.008	0.000	0.001	0.005	0.004	1.000	0.009	0.009	0.000	0.024	0.000	0.018	0.000	0.025	0.008	0.002
cirrhosis	0.007	0.004	0.030	0.073	0.000	0.010	0.054	0.016	0.002	0.060	0.089	0.022	0.014	0.037	0.011	0.032	0.053	0.045	0.031	0.056	0.021	0.036	0.005	0.033	0.032	0.021	0.021	0.000	0.022	0.004	0.000	0.009	1.000	0.015	0.526	0.000	0.004	0.000	0.004	0.129	0.118	0.039
diabetes_mellitus	0.010	0.013	0.054	0.118	0.179	0.006	0.068	0.006	0.161	0.051	0.081	0.026	0.052	0.031	0.023	0.002	0.015	0.017	0.000	0.052	0.011	0.023	0.013	0.052	0.004	0.108	0.024	0.013	0.018	0.000	0.010	0.009	0.015	1.000	0.010	0.000	0.000	0.000	0.013	0.111	0.117	0.015
hepatic_failure	0.000	0.000	0.029	0.056	0.000	0.009	0.045	0.015	0.005	0.074	0.099	0.019	0.010	0.047	0.007	0.037	0.042	0.039	0.034	0.051	0.018	0.039	0.004	0.036	0.034	0.013	0.015	0.000	0.015	0.000	0.004	0.000	0.526	0.010	1.000	0.000	0.000	0.000	0.006	0.148	0.143	0.039
immunosuppression	0.004	0.000	0.038	0.053	0.035	0.000	0.056	0.031	0.028	0.049	0.071	0.019	0.056	0.015	0.039	0.012	0.048	0.026	0.014	0.009	0.000	0.033	0.006	0.025	0.014	0.000	0.018	0.008	0.024	0.007	0.000	0.024	0.000	0.000	0.000	1.000	0.134	0.103	0.269	0.100	0.058	0.044
leukemia	0.000	0.007	0.010	0.029	0.012	0.004	0.009	0.044	0.015	0.024	0.031	0.001	0.022	0.018	0.021	0.017	0.057	0.039	0.017	0.004	0.012	0.035	0.004	0.011	0.013	0.011	0.000	0.001	0.008	0.000	0.000	0.000	0.004	0.000	0.000	0.134	1.000	0.030	0.005	0.062	0.051	0.029
lymphoma	0.007	0.009	0.006	0.025	0.011	0.005	0.020	0.009	0.008	0.017	0.025	0.000	0.018	0.012	0.012	0.007	0.028	0.010	0.007	0.012	0.001	0.016	0.004	0.009	0.007	0.000	0.007	0.002	0.006	0.002	0.000	0.018	0.000	0.000	0.000	0.103	0.030	1.000	0.014	0.039	0.027	0.018
solid_tumor_with_metastasis	0.011	0.005	0.012	0.053	0.046	0.004	0.027	0.018	0.040	0.070	0.059	0.013	0.042	0.011	0.019	0.015	0.068	0.035	0.015	0.015	0.006	0.034	0.000	0.022	0.012	0.007	0.014	0.009	0.018	0.011	0.016	0.000	0.004	0.013	0.006	0.269	0.005	0.014	1.000	0.079	0.057	0.051
apache_3j_bodysystem	0.000	0.003	0.065	0.122	0.056	0.031	0.059	0.024	0.049	0.528	0.731	0.086	0.085	0.073	0.069	0.061	0.109	0.083	0.336	0.034	0.112	0.193	0.055	0.244	0.363	0.060	0.112	0.020	0.122	0.110	0.217	0.025	0.129	0.111	0.148	0.100	0.062	0.039	0.079	1.000	0.910	0.128
apache_2_bodysystem	0.000	0.002	0.060	0.121	0.049	0.027	0.055	0.020	0.043	0.523	0.624	0.068	0.061	0.065	0.057	0.048	0.085	0.069	0.444	0.033	0.096	0.235	0.027	0.230	0.466	0.060	0.099	0.025	0.105	0.208	0.295	0.008	0.118	0.117	0.143	0.058	0.051	0.027	0.057	0.910	1.000	0.111
hospital_death	0.000	0.009	0.039	0.113	0.057	0.022	0.051	0.044	0.054	0.146	0.140	0.284	0.166	0.153	0.101	0.241	0.455	0.437	0.093	0.012	0.006	0.111	0.016	0.051	0.084	0.027	0.269	0.051	0.242	0.173	0.229	0.002	0.039	0.015	0.039	0.044	0.029	0.018	0.051	0.128	0.111	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	encounter_id	patient_id	hospital_id	age	bmi	elective_surgery	ethnicity	gender	height	icu_admit_source	icu_id	icu_stay_type	icu_type	pre_icu_los_days	weight	apache_2_diagnosis	apache_3j_diagnosis	apache_post_operative	gcs_eyes_apache	gcs_motor_apache	gcs_unable_apache	gcs_verbal_apache	heart_rate_apache	intubated_apache	map_apache	resprate_apache	temp_apache	ventilated_apache	apache_4a_hospital_death_prob	apache_4a_icu_death_prob	diabetes_mellitus	immunosuppression	apache_3j_bodysystem	apache_2_bodysystem	Unnamed: 83	hospital_death
0	66154	25312	118	68.0	22.73	0	Caucasian	M	180.3	Floor	92	admit	CTICU	0.541667	73.9	113.0	502.01	0	3.0	6.0	0.0	4.0	118.0	0.0	40.0	36.0	39.3	0.0	0.10	0.05	1.0	0.0	Sepsis	Cardiovascular	NaN	0
1	114252	59342	81	77.0	27.42	0	Caucasian	F	160.0	Floor	90	admit	Med-Surg ICU	0.927778	70.2	108.0	203.01	0	1.0	3.0	0.0	1.0	120.0	0.0	46.0	33.0	35.1	1.0	0.47	0.29	1.0	0.0	Respiratory	Respiratory	NaN	0
2	119783	50777	118	25.0	31.95	0	Caucasian	F	172.7	Accident & Emergency	93	admit	Med-Surg ICU	0.000694	95.3	122.0	703.03	0	3.0	6.0	0.0	5.0	102.0	0.0	68.0	37.0	36.7	0.0	0.00	0.00	0.0	0.0	Metabolic	Metabolic	NaN	0
3	79267	46918	118	81.0	22.64	1	Caucasian	F	165.1	Operating Room / Recovery	92	admit	CTICU	0.000694	61.7	203.0	1206.03	1	4.0	6.0	0.0	5.0	114.0	1.0	60.0	4.0	34.8	1.0	0.04	0.03	0.0	0.0	Cardiovascular	Cardiovascular	NaN	0
4	92056	34377	33	19.0	NaN	0	Caucasian	M	188.0	Accident & Emergency	91	admit	Med-Surg ICU	0.073611	NaN	119.0	601.01	0	NaN	NaN	NaN	NaN	60.0	0.0	103.0	16.0	36.7	0.0	NaN	NaN	0.0	0.0	Trauma	Trauma	NaN	0
5	33181	74489	83	67.0	27.56	0	Caucasian	M	190.5	Accident & Emergency	95	admit	Med-Surg ICU	0.000694	100.0	301.0	403.01	0	4.0	6.0	0.0	5.0	113.0	0.0	130.0	35.0	36.6	0.0	0.05	0.02	1.0	0.0	Neurological	Neurologic	NaN	0
6	82208	49526	83	59.0	57.45	0	Caucasian	F	165.1	Accident & Emergency	95	admit	Med-Surg ICU	0.000694	156.6	108.0	203.01	0	4.0	6.0	0.0	5.0	133.0	1.0	138.0	53.0	35.0	1.0	0.10	0.05	1.0	0.0	Respiratory	Respiratory	NaN	0
7	120995	50129	33	70.0	NaN	0	Caucasian	M	165.0	Accident & Emergency	91	admit	Med-Surg ICU	0.002083	NaN	113.0	501.05	0	4.0	6.0	0.0	5.0	120.0	0.0	60.0	28.0	36.6	1.0	0.11	0.06	0.0	1.0	Sepsis	Cardiovascular	NaN	0
8	80471	10577	118	45.0	NaN	0	Caucasian	M	170.2	Other Hospital	114	admit	CCU-CTICU	0.009028	NaN	116.0	103.01	0	4.0	6.0	0.0	5.0	82.0	0.0	66.0	14.0	36.9	1.0	NaN	NaN	0.0	0.0	Cardiovascular	Cardiovascular	NaN	1
9	42871	90749	118	50.0	25.71	0	None	M	175.3	Accident & Emergency	114	admit	CCU-CTICU	0.060417	79.0	112.0	107.01	0	4.0	6.0	0.0	5.0	94.0	0.0	58.0	46.0	36.3	0.0	0.02	0.01	0.0	0.0	Cardiovascular	Cardiovascular	NaN	0

	encounter_id	patient_id	hospital_id	age	bmi	elective_surgery	ethnicity	gender	height	icu_admit_source	icu_id	icu_stay_type	icu_type	pre_icu_los_days	weight	apache_2_diagnosis	apache_3j_diagnosis	apache_post_operative	arf_apache	gcs_eyes_apache	gcs_motor_apache	gcs_unable_apache	gcs_verbal_apache	heart_rate_apache	intubated_apache	map_apache	resprate_apache	temp_apache	ventilated_apache	apache_4a_hospital_death_prob	apache_4a_icu_death_prob	aids	cirrhosis	diabetes_mellitus	hepatic_failure	immunosuppression	leukemia	lymphoma	solid_tumor_with_metastasis	apache_3j_bodysystem	apache_2_bodysystem	Unnamed: 83
91703	65539	128056	30	53.0	45.935203	0	Caucasian	M	190.5	Accident & Emergency	921	admit	Med-Surg ICU	0.097917	166.7	113.0	501.01	0	0.0	3.0	6.0	0.0	5.0	60.0	0.0	133.0	34.0	36.9	0.0	0.03	0.01	0.0	0.0	1.0	0.0	0.0	0.0	0.0	0.0	Sepsis	Cardiovascular	NaN
91704	96325	77671	30	38.0	32.992923	0	Caucasian	M	177.8	Accident & Emergency	927	admit	Cardiac ICU	0.015972	104.3	307.0	704.07	0	1.0	4.0	6.0	0.0	4.0	106.0	0.0	94.0	14.0	36.8	0.0	0.01	0.01	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	Metabolic	Metabolic	NaN
91705	111411	7848	195	67.0	28.876843	0	African American	M	182.9	Accident & Emergency	908	admit	Med-Surg ICU	0.213194	96.6	123.0	702.01	0	0.0	4.0	6.0	0.0	5.0	88.0	0.0	54.0	13.0	36.4	0.0	0.01	0.00	0.0	0.0	1.0	0.0	0.0	0.0	0.0	0.0	Metabolic	Metabolic	NaN
91706	127138	59223	121	54.0	19.770448	0	Native American	M	177.8	Accident & Emergency	925	admit	Med-Surg ICU	0.025694	62.5	109.0	108.01	0	0.0	4.0	6.0	0.0	5.0	55.0	0.0	62.0	12.0	36.6	0.0	0.01	0.00	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	Cardiovascular	Cardiovascular	NaN
91707	276	34638	183	NaN	33.933518	0	Caucasian	F	152.0	Accident & Emergency	909	admit	Med-Surg ICU	-3.593056	78.4	NaN	NaN	0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	None	None	NaN
91708	91592	78108	30	75.0	23.060250	0	Caucasian	M	177.8	Floor	927	admit	Cardiac ICU	0.298611	72.9	113.0	501.06	0	0.0	4.0	6.0	0.0	5.0	115.0	0.0	48.0	9.0	36.6	1.0	0.12	0.05	0.0	0.0	1.0	0.0	0.0	0.0	0.0	1.0	Sepsis	Cardiovascular	NaN
91709	66119	13486	121	56.0	47.179671	0	Caucasian	F	183.0	Floor	925	admit	Med-Surg ICU	0.120139	158.0	113.0	501.05	0	0.0	4.0	6.0	0.0	5.0	100.0	0.0	62.0	33.0	37.4	0.0	0.03	0.02	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	Sepsis	Cardiovascular	NaN
91710	8981	58179	195	48.0	27.236914	0	Caucasian	M	170.2	Accident & Emergency	908	admit	Med-Surg ICU	0.046528	78.9	123.0	702.01	0	0.0	3.0	6.0	0.0	4.0	158.0	0.0	57.0	4.0	35.8	0.0	0.05	0.02	0.0	0.0	1.0	0.0	0.0	0.0	0.0	0.0	Metabolic	Metabolic	NaN
91711	33776	120598	66	NaN	23.297481	0	Caucasian	F	154.9	Accident & Emergency	922	admit	Med-Surg ICU	0.081944	55.9	108.0	203.01	0	0.0	4.0	5.0	0.0	4.0	60.0	0.0	54.0	14.0	36.3	0.0	0.07	0.02	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	Respiratory	Respiratory	NaN
91712	1671	53612	104	82.0	22.031250	1	Caucasian	F	160.0	Operating Room / Recovery	926	admit	Med-Surg ICU	0.018056	56.4	304.0	1409.02	1	0.0	4.0	6.0	0.0	1.0	101.0	0.0	56.0	4.0	36.0	1.0	0.19	0.08	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	Gastrointestinal	Gastrointestinal	NaN

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories